{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.genfromtxt(\"Chapman.dat\", dtype=str)\n",
    "Header = (data[0,:]).tolist()\n",
    "solTchem = (data[1:,:]).astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['iter', 't', 'dt', 'Density[kg/m3]', 'Pressure[Pascal]', 'Temperature[K]', 'AR', 'CO2', 'H2O', 'N2', 'O1D', 'O', 'O2', 'O3', 'M']\n"
     ]
    }
   ],
   "source": [
    "print(Header)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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A5kPafg+4uNu+GHjL0HUexnhOB54K7FluPMC27hg+GDipO7Ybhh7DYY7tjcBFjX3X2tgeDTy123448NluDGv+2C0xtqk4dosf630G8XTg5qq6paq+BbwLOHvgmvpwNvD2bvvtwIuHK+XwVNUu4O5DmseN52zgXVV1b1XdCtzM6BhPpDFjG2etje3OqvpUt/11YB9wAlNw7JYY2zhrZmyHWu8BcQJw+6Ln+1n6QK8FBXwoye4kF3Rt31tVd8LoP27gewarbnWMG8+0HM9XJrmhOwW1cApmzY4tyVbgKcAnmbJjd8jYYMqO3XoPiDTa1vr3fk+rqqcCZwG/kuT0oQs6iqbheL4VeBzwZOBO4A+69jU5tiTHAn8HXFhV9yy1a6NtosfXGNtUHTswIPYDJy56vgW4Y6BaVkVV3dH9PAD8PaOp7JeSPBqg+3lguApXxbjxrPnjWVVfqqpvV9VB4C/4zqmINTe2JJsY/QJ9Z1Vd1TVPxbFrjW2ajt2C9R4Q1wKPT3JSkgcB5wDvGbimI5bkYUkevrAN/ASwh9GYfq7b7eeAfxymwlUzbjzvAc5J8uAkJwGPB/59gPqO2MIvz85PMTp+sMbGliTA24B9VfWHi7rW/LEbN7ZpOXb/x9BXyYd+AM9n9C2EzwGvH7qeBziWxzL6tsSngb0L4wGOB/4F+M/u5yOHrvUwxrST0XT9Pkb/Ejt/qfEAr++O5U3AWUPXfwRj+2vgRuAGRr9YHr1Gx/YjjE6j3ABc3z2ePw3HbomxTcWxW/xwqQ1JUtN6P8UkSRrDgJAkNRkQkqQmA0KS1GRASJKaDAhJUpMBIXWSHL9oqea7Fi3d/I0kl/XweVcmuTXJLy16/tIVvO4hXV3fSrJ5teuSFmwcugBpUlTVVxito0OSNwLfqKpLe/7YX6+qd6905yQbquqbwJOT3NZfWZIzCGlZSc5I8t5u+41J3p7kQ93NmV6S5PcyuknTB7o1ekjytCQf61bV/eAhyzAs5fQk1yS5ZWE20X3+1Un+htFf6kpHhQEhHb7HAS9gtM7/O4Crq+oHgW8CL+hC4s+Al1bV04AdwO+u8L0fzWgphxcCb17U/nRGS6dsW50hSMvzFJN0+N5fVfcluZHRXQk/0LXfCGwFngA8CfjwaF03NjBac2kl/qFGq4F+Jsn3Lmr/9xrdbEY6agwI6fDdC1BVB5PcV99Z0Owgo/+nAuytqmce6Xt3Ft9H4L+PqFLpAfAUk7T6bgJmkjwTRvcOSPLEgWuSDpsBIa2yGt3f/KXAW5J8mtFy0M8atCjpCLjctzSQJFcC7z2cr7ke8vrbgNmq+vJq1iUtcAYhDee/gDct/KHcSi38oRywidF1D6kXziAkSU3OICRJTQaEJKnJgJAkNRkQkqSm/wU4fu7XeKOPbgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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43go8b9T1H2X//hm4GbiJ3hvIyePWP+B36Z36uAnY1X+cNyljt0L/xn7slj5cYkKSGtfKqSFJ0gAGgSQ1ziCQpMYZBJLUOINAkhpnEEhS4wwCNSfJIxYtIfztRUsK/zDJuzt4vSuS3J5ky6J/X3AEv/egfl0/SbJ+teuSFqwddQHSsFXVd+mtE0OSS4AfVtXfd/yyr6uqDxxp4yRrqupHwOlJ9nVXluSMQPq5JGcn2dl/fkmSK5N8ov8lQC9K8rb0vgzo2v4aNCQ5I8ln+qvAfnzJ8gMreXaS/0ny1YXZQf/1P53kX+nduSoNhUEgDfZEYCO9deavAj5dVb8O/AjY2A+DdwIXVNUZwPuAvz3CY59MbwmDTcDfLdr+THpLhpy6Ol2QDs9TQ9JgH6uqnya5md633F3b334zMA08BXg68Mne+mSsobem0JH4UPVWr/xikkct2v756n2piTQ0BoE02I8BqupAkp/WLxbmOkDv/50Ae6rqzKM9dt/idezvPapKpWPgqSHp6N0KTCU5E3pr1yd52ohrku43g0A6StX7/usLgLcm2U1vmeJnjbQo6Si4DLXUsSRXADvvz8dHl/z+PmCmqu5azbqkBc4IpO59H3jLwg1lR2rhhjLgBHrXJaROOCOQpMY5I5CkxhkEktQ4g0CSGmcQSFLj/h9uKuyJeM/FUAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for var in Header:\n",
    "    var_indx=Header.index(var)\n",
    "    plt.figure()\n",
    "    plt.plot(solTchem[:,1]/3600,solTchem[:,var_indx] )\n",
    "    plt.xlabel('Time [hr]')\n",
    "    plt.ylabel(var)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
